@inproceedings{luo-etal-2026-awakening, title = "Awakening Dormant Users: Modeling Intent Evolution via {LLM}-based Functional Role Reasoning for Generative Recommendation", author = "Luo, Huishi and Li, Shuokai and Yang, Hanchen and Sun, Zhongbo and Ding, Haojie and Zhang, Boheng and Cai, Zijia and Qian, Renliang and Yang, Fan and Gao, Tingting and Lei, Chenyi and Ou, Wenwu and Zhuang, Fuzhen", editor = "Atanasova, Pepa and Haffari, Gholamreza and Wang, Minghan", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-industry.199/", pages = "3334--3356", ISBN = "979-8-89176-460-6" }